changeset 7:160538a890a6 draft default tip

planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/MALDIquant commit f1e1cd260ef2884d0ba12e2b614df3c72d0934dc
author galaxyp
date Sat, 04 Mar 2023 19:14:04 +0000
parents d286ff4600dd
children
files maldi_macros.xml maldi_quant_peakdetection.xml test-data/Example_Processed.ibd test-data/Example_Processed.imzML test-data/annotations.tabular test-data/annotations_output3.tabular test-data/int3.tabular test-data/int4.tabular test-data/masspeaks3.tabular test-data/masspeaks4.tabular test-data/masspeaks5.tabular test-data/msidata_1.RData test-data/peak_detection2.ibd test-data/peak_detection2.imzml test-data/peak_detection2.imzml.txt test-data/peak_detection3.ibd test-data/peak_detection3.imzml test-data/peak_detection3.imzml.txt test-data/peak_detection3.imzml.txt.html test-data/peak_detection4.ibd test-data/peak_detection4.imzml test-data/peak_detection4.imzml.txt test-data/peak_detection5.ibd test-data/peak_detection5.imzml test-data/peak_detection5.imzml.txt test-data/peakdetection1_QC.pdf test-data/peakdetection2_QC.pdf test-data/peakdetection3_QC.pdf test-data/peakdetection4_QC.pdf test-data/peakdetection5_QC.pdf test-data/preprocessing_results3.ibd test-data/preprocessing_results3.imzML test-data/testfile_squares.rdata
diffstat 33 files changed, 3054 insertions(+), 2911 deletions(-) [+]
line wrap: on
line diff
--- a/maldi_macros.xml	Thu Apr 16 17:53:18 2020 -0400
+++ b/maldi_macros.xml	Sat Mar 04 19:14:04 2023 +0000
@@ -1,6 +1,5 @@
 <macros>
     <token name="@R_IMPORTS@"><![CDATA[
-        library (Cardinal)
         library (MALDIquantForeign)
         library (MALDIquant)
         library (ggplot2)
@@ -14,15 +13,14 @@
     ]]>
     </token>
 
-    <token name="@VERSION@">1.18.0</token>
+    <token name="@VERSION@">1.22.0</token>
 
     <xml name="requirements">
         <requirements>
-            <requirement type="package" version="3.5.1">r-base</requirement>
-            <requirement type="package" version="1.12.1">bioconductor-cardinal</requirement>
-            <requirement type="package" version="0.11.5">r-maldiquantforeign</requirement>
-            <requirement type="package" version="1.18">r-maldiquant</requirement>
-            <requirement type="package" version="3.0">r-ggplot2</requirement>
+            <requirement type="package" version="4.2.2">r-base</requirement>
+            <requirement type="package" version="0.13">r-maldiquantforeign</requirement>
+            <requirement type="package" version="1.22">r-maldiquant</requirement>
+            <requirement type="package" version="3.4.1">r-ggplot2</requirement>
             <requirement type="package" version="2.3">r-gridextra</requirement>
         </requirements>
     </xml>
@@ -31,6 +29,7 @@
     <citations>
         <citation type="doi">10.1093/bioinformatics/bts447</citation>
         <citation type="doi">10.1007/978-3-319-45809-0_6</citation>
+        <citation type="doi">10.1093/gigascience/giz143</citation>
     </citations>
     </xml>
 </macros>
--- a/maldi_quant_peakdetection.xml	Thu Apr 16 17:53:18 2020 -0400
+++ b/maldi_quant_peakdetection.xml	Sat Mar 04 19:14:04 2023 +0000
@@ -1,4 +1,4 @@
-<tool id="maldi_quant_peak_detection" name="MALDIquant peak detection" version="@VERSION@.6">
+<tool id="maldi_quant_peak_detection" name="MALDIquant peak detection" version="@VERSION@.0">
     <description>
         Peak detection, binning and filtering for mass-spectrometry imaging data
     </description>
@@ -15,8 +15,6 @@
             cp '${infile.extra_files_path}/hdr' infile.hdr &&
             cp '${infile.extra_files_path}/img' infile.img &&
             cp '${infile.extra_files_path}/t2m' infile.t2m &&
-        #else
-            ln -s '$infile' infile.RData &&
         #end if
         cat '${maldi_quant_peak_detection}' &&
         Rscript '${maldi_quant_peak_detection}' &&
@@ -36,14 +34,18 @@
 
     print('Reading mask region')
 
-    ## Import imzML file
-    coordinate_matrix = as.matrix(read.delim("$restriction_conditional.coordinates_file", header = $restriction_conditional.coordinates_header, stringsAsFactors = FALSE))[,1:2]
-    coordinate_matrix = coordinate_matrix[,c($restriction_conditional.column_x, $restriction_conditional.column_y)]
-
-    maldi_data <- importImzMl('infile.imzML',
-                     coordinates = coordinate_matrix, centroided = $centroids)
-    pixelnames = paste("xy", coordinates(maldi_data)[,1],coordinates(maldi_data)[,2], sep="_")
-
+		## Import imzML file
+		coordinate_matrix = read.delim("$restriction_conditional.coordinates_file", header = $restriction_conditional.coordinates_header, stringsAsFactors = FALSE)
+		coordinate_matrix = coordinate_matrix[,c($restriction_conditional.column_x, $restriction_conditional.column_y)]
+		#if str($centroids) == "TRUE"
+		    peaks <- importImzMl('infile.imzML',
+		                 coordinates = as.matrix(coordinate_matrix), centroided = $centroids)    
+			pixelnames = paste("xy", coordinates(peaks)[,1],coordinates(peaks)[,2], sep="_")  
+		#else
+			maldi_data <- importImzMl('infile.imzML',
+		                 coordinates = as.matrix(coordinate_matrix), centroided = $centroids)              
+			pixelnames = paste("xy", coordinates(maldi_data)[,1],coordinates(maldi_data)[,2], sep="_")
+		#end if
 
 #else:
 
@@ -77,40 +79,6 @@
             peaks[[spectra]] = single_peaks
         }
 
-    #else
-        print('rdata file')
-        loadRData <- function(fileName){
-        #loads an RData file, and returns it
-        load(fileName)
-        get(ls()[ls() != "fileName"])
-        }
-        msidata = loadRData('infile.RData')
-        centroided(msidata) = $centroids
-        ## change to correct pixelnames
-
-        x_coords = unlist(lapply(strsplit(names(Cardinal::pixels(msidata)), ","), `[[`, 1))
-        y_coords = unlist(lapply(strsplit(names(Cardinal::pixels(msidata)), ","), `[[`, 2))
-        x_coordinates = gsub("x = ","",x_coords)
-        y_coordinates = gsub(" y = ","",y_coords)
-        pixelnames = paste0("xy_", x_coordinates, "_", y_coordinates)
-
-        cardinal_coordinates = as.matrix(Cardinal::coord(msidata)[,1:2])
-
-        if (centroided(msidata) == FALSE){
-            ## create mass spectrum object
-            cardinal_mzs = Cardinal::mz(msidata)
-            maldi_data = list()
-            for(number_spectra in 1:ncol(msidata)){
-                maldi_data[[number_spectra]] = createMassSpectrum(mass = cardinal_mzs, intensity = iData(msidata)[,number_spectra])}
-            coordinates_info = cbind(cardinal_coordinates, c(1:length(maldi_data)))
-        }else{
-            peaks = list()
-            for (spectra in 1:ncol(msidata))
-            {
-                single_peaks = createMassPeaks(Cardinal::mz(msidata), Cardinal::spectra(msidata)[,spectra], snr=as.numeric(rep("NA", nrow(msidata))))
-                peaks[[spectra]] = single_peaks
-            }
-            coordinates_info = cbind(cardinal_coordinates, c(1:length(peaks)))}
     #end if
 #end if
 
@@ -129,8 +97,7 @@
 ## plot input file spectrum: 
 #if $centroids:
     ## Choose random spectra for QC plots
-    print(length(peaks))
-    random_spectra = sample(1:length(peaks), 4, replace=FALSE)
+    random_spectra = sample(1:length(peaks), size=4, replace=length(peaks)<4)## in case dataset has less than 4 spectra, same spetra are allowed to be sampled
     random_spectra_name = pixelnames[random_spectra]
     par(mfrow = c(2, 2), oma=c(0,0,2,0))
     for (random_sample in random_spectra){
@@ -139,7 +106,7 @@
 
 #else
     ## Choose random spectra for QC plots
-    random_spectra = sample(1:length(maldi_data), 4, replace=FALSE)
+    random_spectra = sample(1:length(maldi_data), size=4, replace=length(maldi_data)<4)## in case dataset has less than 4 spectra, same spetra are allowed to be sampled    
     par(mfrow = c(2, 2), oma=c(0,0,2,0))
     for (random_sample in random_spectra){
         plot(maldi_data[[random_sample]],sub="", main=paste0("spectrum ", pixelnames[random_sample]))
@@ -147,7 +114,6 @@
     title("Input spectra", outer=TRUE, line=0)
 #end if
 
-
 ## QC numbers for input file
 #if str($centroids) == "TRUE"
     pixel_number = length(peaks)
@@ -156,8 +122,9 @@
     mean_features = round(length(unlist(lapply(peaks,mass)))/length(peaks), digits=2)
     medint = round(median(unlist(lapply(peaks,intensity))), digits=2)
     number_features = length(unique(unlist(lapply(peaks,mass))))
-    inputdata = c(minmz, maxmz,number_features,mean_features,  medint)
-    QC_numbers= data.frame(inputdata = c(minmz, maxmz,number_features, mean_features, medint))
+    number_spectra = length(peaks)
+    inputdata = c(minmz, maxmz,number_features,mean_features, medint, number_spectra)
+    QC_numbers= data.frame(inputdata = c(minmz, maxmz,number_features, mean_features, medint, number_spectra))
     vectorofactions = "inputdata"
 #else
     pixel_number = length(maldi_data)
@@ -166,8 +133,9 @@
     mean_features = round(length(unlist(lapply(maldi_data,mass)))/length(maldi_data), digits=2)
     medint = round(median(unlist(lapply(maldi_data,intensity))), digits=2)
     number_features = length(unique(unlist(lapply(maldi_data,mass))))
-    inputdata = c(minmz, maxmz,number_features,mean_features,  medint)
-    QC_numbers= data.frame(inputdata = c(minmz, maxmz,number_features, mean_features, medint))
+    number_spectra = length(maldi_data)
+    inputdata = c(minmz, maxmz,number_features,mean_features,  medint, number_spectra)
+    QC_numbers= data.frame(inputdata = c(minmz, maxmz,number_features, mean_features, medint, number_spectra))
     vectorofactions = "inputdata"
 #end if
 
@@ -176,6 +144,7 @@
     ## read and extract x,y,annotation information
     input_tabular = read.delim("$tabular_annotation.annotation_file", header = $tabular_annotation.tabular_header, stringsAsFactors = FALSE)
     annotation_input = input_tabular[,c($tabular_annotation.column_x, $tabular_annotation.column_y, $tabular_annotation.column_names)]
+    annotation_input[,3] <- as.character(annotation_input[,3]) ## make sure annotations are character
     colnames(annotation_input) = c("x", "y", "annotation") ## rename annotations header to default name "annotation"
 
     ## merge provided annotation with coordinate information of MSI data
@@ -186,7 +155,7 @@
     merged_annotation = merged_annotation[order(merged_annotation\$pixel_index),]
     samples = as.factor(merged_annotation\$annotation)
 
-## print annotation overview into PDF output
+    ## print annotation overview into PDF output
 
         combine_plot = ggplot(merged_annotation, aes(x=x, y=y, fill=annotation))+
                geom_tile() +
@@ -244,7 +213,8 @@
         mean_features = round(length(unlist(lapply(peaks,mass)))/length(peaks), digits=2)
         medint = round(median(unlist(lapply(peaks,intensity))), digits=2)
         number_features = length(unique(unlist(lapply(peaks,mass))))
-        peaks_picked = c(minmz, maxmz,number_features,mean_features,  medint)
+        number_spectra = length(peaks) 
+        peaks_picked = c(minmz, maxmz,number_features,mean_features,  medint, number_spectra)
         QC_numbers= cbind(QC_numbers, peaks_picked)
         vectorofactions = append(vectorofactions, "peaks_picked")
 
@@ -293,7 +263,8 @@
         mean_features = round(length(unlist(lapply(peaks,mass)))/length(peaks), digits=2)
         medint = round(median(unlist(lapply(peaks,intensity))), digits=2)
         number_features = length(unique(unlist(lapply(peaks,mass))))
-        monoisotopes = c(minmz, maxmz,number_features,mean_features,  medint)
+        number_spectra = length(peaks) 
+        monoisotopes = c(minmz, maxmz,number_features,mean_features,  medint, number_spectra)
         QC_numbers= cbind(QC_numbers, monoisotopes)
         vectorofactions = append(vectorofactions, "monoisotopes")
 
@@ -374,9 +345,6 @@
             if (length(findEmptyMassObjects(peaks))>0)
 
                 {
-                    #if $infile.ext == 'rdata'
-                        cardinal_coordinates = cardinal_coordinates[-findEmptyMassObjects(peaks),,drop=FALSE] ## remove coordinates of empty spectra for Cardinal RData input
-                    #end if
 
                     peaks = removeEmptyMassObjects(peaks)
                     pixelnames = paste("xy", coordinates(peaks)[,1],coordinates(peaks)[,2], sep="_")
@@ -404,7 +372,8 @@
         mean_features = round(length(unlist(lapply(peaks,mass)))/length(peaks), digits=2)
         medint = round(median(unlist(lapply(peaks,intensity))), digits=2)
         number_features = length(unique(unlist(lapply(peaks,mass))))
-        aligned = c(minmz, maxmz,number_features,mean_features,  medint)
+        number_spectra = length(peaks) 
+        aligned = c(minmz, maxmz,number_features,mean_features,  medint, number_spectra)
         QC_numbers= cbind(QC_numbers, aligned)
         vectorofactions = append(vectorofactions, "aligned")
 
@@ -426,6 +395,7 @@
 
     #elif str( $method.methods_conditional.method ) == 'Binning':
 
+
         print('binning')
         ##m/z binning
 
@@ -452,7 +422,8 @@
         mean_features = round(length(unlist(lapply(peaks,mass)))/length(peaks), digits=2)
         medint =round( median(unlist(lapply(peaks,intensity))), digits=2)
         number_features = length(unique(unlist(lapply(peaks,mass))))
-        binned = c(minmz, maxmz,number_features,mean_features,  medint)
+        number_spectra = length(peaks) 
+        binned = c(minmz, maxmz,number_features,mean_features,  medint, number_spectra)
         QC_numbers= cbind(QC_numbers, binned)
         vectorofactions = append(vectorofactions, "binned")
 
@@ -477,21 +448,20 @@
         print('filtering')
         ##m/z filtering
 
-        ## filtering on all pixels or on pixel groups:
-        #if str($method.methods_conditional.filter_annot_groups ) == 'FALSE':
-
-            peaks <- filterPeaks(peaks,
-            minFrequency=$method.methods_conditional.minFrequency,
-            minNumber=$method.methods_conditional.minNumber,
-            mergeWhitelists=$method.methods_conditional.mergeWhitelists)
 
-        #elif str( $method.methods_conditional.filter_annot_groups ) == 'TRUE':
+            peaks <- filterPeaks(peaks
+        #if str( $method.methods_conditional.filter_type.filter_params ) != 'min_Number':
+            ,minFrequency=$method.methods_conditional.filter_type.minFrequency
+        #end if
+        #if str( $method.methods_conditional.filter_type.filter_params ) != 'min_Frequency':
+            ,minNumber=$method.methods_conditional.filter_type.minNumber
+        #end if
+        ## in case of group wise filtering set grouping conditions
+        #if str( $method.methods_conditional.filter_groups.filter_annot_groups ) == 'yes_grouping':
+            ,mergeWhitelists=$method.methods_conditional.filter_groups.mergeWhitelists, label = samples
+        #end if
+            ) ## finishes filterPeaks function
 
-            peaks <- filterPeaks(peaks,
-            minFrequency=$method.methods_conditional.minFrequency,
-            minNumber=$method.methods_conditional.minNumber,
-            mergeWhitelists=$method.methods_conditional.mergeWhitelists, label = samples)
-        #end if
 
         ##QC plot and numbers
         par(mfrow = c(2, 2), oma=c(0,0,2,0))
@@ -508,13 +478,15 @@
                     )
         }
 
+        ## QC numbers for filtered file
         title("Filtered spectra", outer=TRUE, line=0)
         minmz = round(min(unlist(lapply(peaks,mass))), digits=4)
         maxmz = round(max(unlist(lapply(peaks,mass))), digits=4)
         mean_features = round(length(unlist(lapply(peaks,mass)))/length(peaks), digits=2)
         medint = round(median(unlist(lapply(peaks,intensity))), digits=2)
         number_features = length(unique(unlist(lapply(peaks,mass))))
-        filtered = c(minmz, maxmz,number_features,mean_features,  medint)
+        number_spectra = length(peaks)
+        filtered = c(minmz, maxmz,number_features,mean_features,  medint, number_spectra)
         QC_numbers= cbind(QC_numbers, filtered)
         vectorofactions = append(vectorofactions, "filtered")
   
@@ -531,7 +503,12 @@
         }else{print("There are no spectra with peaks left")
               featureMatrix2 = matrix(0, ncol=1, nrow=1)}
             write.table(featureMatrix2, file="$intensity_matrix", quote = FALSE, row.names = TRUE, col.names=FALSE, sep = "\t")
+            
+    #elif str( $method.methods_conditional.method ) == 'skip_preprocessing': 
+        ##for now as option to filter large files
+
     #end if
+
 #end for
 
 if (length(peaks[!sapply(peaks, isEmpty)])>0){
@@ -547,12 +524,13 @@
 }else{print("There are no spectra with peaks left")}
 
 ## print table with QC values
-rownames(QC_numbers) = c("min m/z", "max mz", "# features", "median \n# peaks (int.>0)", "median\nintensity")
+rownames(QC_numbers) = c("min m/z", "max mz", "# features", "median \n# peaks (int.>0)", "median\nintensity", "# spectra")
 plot(0,type='n',axes=FALSE,ann=FALSE)
 grid.table(t(QC_numbers))
 
 dev.off()
 
+
 if (summarized_spectra == FALSE){ 
     #if $infile.ext == 'imzml'
         MALDIquantForeign::exportImzMl(peaks, file="out.imzMl", processed=TRUE)
@@ -561,8 +539,6 @@
         ## extract x and y values and create the coordinate matrix in case tabular was input
         peaklist_coordinates = unique(cbind(as.numeric(masspeaks_coordinates[,2]), as.numeric(masspeaks_coordinates[,3])))
         exportImzMl(peaks, file="out.imzMl", processed=TRUE, coordinates=peaklist_coordinates)
-    #elif $infile.ext == 'rdata'
-        MALDIquantForeign::exportImzMl(peaks, file="out.imzMl", processed=TRUE, coordinates=cardinal_coordinates)
     #end if
 
 }
@@ -571,11 +547,11 @@
         </configfile>
     </configfiles>
     <inputs>
-        <param name="infile" type="data" format="imzml,tabular,rdata" label="MSI data" help="Input file as imzML (composite upload), tabular peaklist or Cardinal MSImageSet saved as RData (regular upload)"/>
+        <param name="infile" type="data" format="imzml,tabular" label="MSI data" help="Input file as imzML (composite upload) or tabular peaklist (regular upload)"/>
         <param name="centroids" type="boolean" label="Centroided input" help="Choose Yes if peak detection has already been done. Peak detection cannot be run again on centroided data" truevalue="TRUE" falsevalue="FALSE"/>
         <conditional name="restriction_conditional">
             <param name="restriction" type="select" label="Use only spectra of interest" help="This option only works for imzML files">
-                <option value="no_restriction" selected="True">No, calculate on entire file</option>
+                <option value="no_restriction" selected="True">No, use all spectra</option>
                 <option value="restrict">Yes, restrict to spectra of interest</option>
             </param>
             <when value="restrict">
@@ -610,6 +586,7 @@
                     <option value="Align">Align Spectra (warping/phase correction)</option>
                     <option value="Binning">Binning</option>
                     <option value="Filtering">Filtering</option>
+                    <option value="skip_preprocessing">No method</option>
                 </param>
                 <when value="Peak_detection">
                     <param name="peak_method" type="select" label="Noise estimation function">
@@ -660,7 +637,7 @@
                         help="Maximal relative deviation of a peak position (m/z) to be considered as identical. For 50ppm use 0.00005 or 5e-5" />
                     <param name="allow_nomatch" type="boolean" label="Don't throw an error when less than 2 reference m/z were found in a spectrum" truevalue="TRUE" falsevalue="FALSE"/>
                     <param name="empty_nomatch" type="boolean" label="If TRUE the intensity values of MassSpectrum or MassPeaks objects with missing (NA) warping functions are set to zero" truevalue="TRUE" falsevalue="FALSE"/>
-                    <param name="remove_empty" type="boolean" label="Should empty spectra be removed" truevalue="TRUE" falsevalue="FALSE" help="For Cardinal RData files this step can only be performed if pixel annotations were provided"/>
+                    <param name="remove_empty" type="boolean" label="Should empty spectra be removed" truevalue="TRUE" falsevalue="FALSE"/>
 
                     <conditional name="reference_for_alignment">
                         <param name="align_ref" type="select" label="Reference" help="If given, samples will be aligned to reference, use internal calibrants to perform m/z calibration">
@@ -690,14 +667,36 @@
                 </param>
                 </when>
                 <when value="Filtering">
-                    <param name="minFrequency" type="float" value="0.25"
-                        label="Removal of all peaks which occur in less than minFrequency spectra" help="Relative threshold. The higher value from relative and absolute threshold is taken. Set one value to zero to be sure it will not be used."/>
-                    <param name="minNumber" type="float" value="1.0"
-                        label="Removal of all peaks which occur in less than minNumber spectra" help="Absolute threshold. The higher value from relative and absolute threshold is taken. Set one value to zero to be sure it will not be used."/>
-                    <param name="filter_annot_groups" type="boolean" label="Group wise filtering with pixel annotations." help="If not specified a single group is assumed or when filtering has been done group wise it will automatically be group wise when selecting filtering on all pixel" truevalue="TRUE" falsevalue="FALSE"/>
-                    <param name="mergeWhitelists" type="boolean" truevalue="TRUE" falsevalue="FALSE"
-                        label="mergeWhitelists" help="Yes means that peaks that survive the filtering in one annotation group are also kept in other groups regardless if the filtering criteria are met in these groups"/>
+                <conditional name="filter_groups">
+                        <param name="filter_annot_groups" type="select" label="m/z filtering parameters are applied to all spectra or groups of spectra" help="By default a single group is assumed and filtering will be done based on all pixels. To filter groups of spectra, an annotation annotation file has to be specified above">
+                            <option value="no_grouping" selected="True">use single group</option>
+                            <option value="yes_grouping">use spectra groups from annotation file</option>
+                        </param>
+                        <when value="no_grouping"/>
+                        <when value="yes_grouping">
+                			<param name="mergeWhitelists" type="boolean" truevalue="TRUE" falsevalue="FALSE"
+                         label="mergeWhitelists" help="Yes means that peaks that survive the filtering in one annotation group are also kept in other groups regardless if the filtering criteria are met in these groups"/>
+            			</when>
+				</conditional>
+				<conditional name="filter_type">
+                    <param name="filter_params" type="select" label="m/z filtering parameters" help="minFrequency: Removal of all peaks which occur in less than minFrequency spectra (relative treshold). minNumber: Removal of all peaks which ocur in lass than minNumber spectra (absolute threshold). If both are set the higher value from relative and absolute threshold is taken.">
+                        <option value="min_Frequency" selected="True">minFrequency</option>
+                        <option value="min_Number">minNumber</option>
+                        <option value="both">both</option>
+                    </param>
+                    <when value="min_Frequency">
+                    	<param name="minFrequency" type="float" value="0.25" label="Removal of all peaks which occur in less than minFrequency spectra" />
+                    </when>
+                    <when value="min_Number">
+                        <param name="minNumber" type="float" value="1.0" label="Removal of all peaks which occur in less than minNumber spectra" />
+                    </when>
+                    <when value="both">
+                    	<param name="minFrequency" type="float" value="0.25" label="Removal of all peaks which occur in less than minFrequency spectra" />
+                    	<param name="minNumber" type="float" value="1.0" label="Removal of all peaks which occur in less than minNumber spectra" />
+                    </when>
+					</conditional>            
                 </when>
+                <when value="skip_preprocessing"/>
             </conditional>
         </repeat>
     </inputs>
@@ -744,7 +743,7 @@
                 <param name="method" value="monoisotopic_peaks"/>
                 <param name="tolerance" value="0.0004"/>
                 <param name="size" value="3"/>
-            </conditional>
+            	</conditional>
             </repeat>
             <output name="plots" file="peakdetection2_QC.pdf" compare="sim_size"/>
             <output name="masspeaks" file="masspeaks2.tabular"/>
@@ -754,7 +753,7 @@
                 <extra_files type="file" file="peak_detection2.ibd" name="ibd" compare="sim_size"/>
             </output>
         </test>
-        <test>
+         <test>
             <param name="infile" value="" ftype="imzml">
                 <composite_data value="Example_Continuous.imzML"/>
                 <composite_data value="Example_Continuous.ibd"/>
@@ -771,48 +770,85 @@
                 <conditional name="methods_conditional">
                     <param name="method" value="Peak_detection"/>
                     <param name="peak_method" value="MAD"/>
-                    <param name="halfWindowSize" value="1"/>
+                    <param name="halfWindowSize" value="10"/>
                     <param name="snr" value="2"/>
                 </conditional>
             </repeat>
+             <repeat name="methods">
+                <conditional name="methods_conditional">
+                    <param name="method" value="Filtering"/>
+                    <conditional name="filter_groups">
+                        <param name="filter_annot_groups" value="yes_grouping"/>
+                        <param name="mergeWhitelists" value="FALSE"/>
+                    </conditional>
+                    <conditional name="filter_type">
+                        <param name="filter_params" value="min_Frequency"/>
+                        <param name="minFrequency" value="0.25"/>
+                    </conditional>
+                </conditional>
+            </repeat>
+             <output name="plots" file="peakdetection3_QC.pdf" compare="sim_size"/>
+            <output name="intensity_matrix" file="int3.tabular"/>
+            <output name="masspeaks" file="masspeaks3.tabular"/>
+            <output name="outfile_imzml" ftype="imzml" file="peak_detection3.imzml.txt" lines_diff="4">
+                <extra_files type="file" file="peak_detection3.imzml" name="imzml" lines_diff="6"/>
+                <extra_files type="file" file="peak_detection3.ibd" name="ibd" compare="sim_size"/>
+            </output>
+        </test>
+        <test>
+            <param name="infile" value="" ftype="imzml">
+                <composite_data value="Example_Processed.imzML"/>
+                <composite_data value="Example_Processed.ibd"/>
+            </param>
+            <repeat name="methods">
+                <conditional name="methods_conditional">
+                    <param name="method" value="Peak_detection"/>
+                    <param name="peak_method" value="SuperSmoother"/>
+                    <param name="halfWindowSize" value="5"/>
+                    <param name="snr" value="3"/>
+                </conditional>
+            </repeat>
             <repeat name="methods">
                 <conditional name="methods_conditional">
                     <param name="method" value="Binning"/>
                     <param name="bin_tolerance" value="0.01"/>
                 </conditional>
             </repeat>
-            <repeat name="methods">
-                <conditional name="methods_conditional">
-                    <param name="method" value="Filtering"/>
-                    <param name="minFrequency" value="0.5"/>
-                    <param name="minNumber" value="3"/>
-                    <param name="filter_annot_groups" value="TRUE"/>
-                    <param name="mergeWhitelists" value="FALSE"/>
-                </conditional>
-            </repeat>
-            <output name="plots" file="peakdetection3_QC.pdf" compare="sim_size"/>
-            <output name="intensity_matrix" file="intensity_matrix3.tabular"/>
-            <output name="masspeaks" file="masspeaks3.tabular"/>
-            <output name="outfile_imzml" ftype="imzml" file="peak_detection3.imzml.txt" lines_diff="4">
-                <extra_files type="file" file="peak_detection3.imzml" name="imzml" lines_diff="6"/>
-                <extra_files type="file" file="peak_detection3.ibd" name="ibd" compare="sim_size"/>
-            </output>
-        </test>
-        <test>
-            <param name="infile" value="testfile_squares.rdata" ftype="rdata"/>
-            <param name="method" value="Peak_detection"/>
-            <param name="peak_method" value="MAD"/>
-            <param name="halfWindowSize" value="20"/>
-            <param name="snr" value="2"/>
             <output name="plots" file="peakdetection4_QC.pdf" compare="sim_size"/>
-            <output name="intensity_matrix" file="intensity_matrix4.tabular"/>
+            <output name="intensity_matrix" file="int4.tabular"/>
             <output name="masspeaks" file="masspeaks4.tabular"/>
             <output name="outfile_imzml" ftype="imzml" file="peak_detection4.imzml.txt" lines_diff="4">
                 <extra_files type="file" file="peak_detection4.imzml" name="imzml" lines_diff="6"/>
                 <extra_files type="file" file="peak_detection4.ibd" name="ibd" compare="sim_size"/>
             </output>
         </test>
+        <test>
+            <param name="infile" value="" ftype="imzml">
+                <composite_data value="preprocessing_results3.imzML"/>
+                <composite_data value="preprocessing_results3.ibd"/>
+            </param>
+            <param name="centroids" value="TRUE"/>
+            <conditional name="restriction_conditional">
+		        <param name="restriction" value="restrict"/>
+                <param name="coordinates_file" value="annotations.tabular"/>
+                <param name="column_x" value="1"/>
+                <param name="column_y" value="2"/>
+                <param name="coordinates_header" value="TRUE"/>
+            </conditional>
+            <repeat name="methods">
+                <conditional name="methods_conditional">
+                    <param name="method" value="skip_preprocessing"/>
+                </conditional>
+            </repeat>
+            <output name="plots" file="peakdetection5_QC.pdf" compare="sim_size"/>
+            <output name="masspeaks" file="masspeaks5.tabular"/>
+            <output name="outfile_imzml" ftype="imzml" file="peak_detection5.imzml.txt" lines_diff="4">
+                <extra_files type="file" file="peak_detection5.imzml" name="imzml" lines_diff="6"/>
+                <extra_files type="file" file="peak_detection5.ibd" name="ibd" compare="sim_size"/>
+            </output>
+        </test>
     </tests>
+    
     <help>
         <![CDATA[
 
@@ -824,8 +860,7 @@
 
 - MSI data: 3 types of input data can be used:
 
-    - imzml file (upload imzml and ibd file via the "composite" function) `Introduction to the imzml format <https://ms-imaging.org/wp/imzml/>`_
-    - Cardinal "MSImageSet" data saved as .RData
+    - imzml file (upload imzml and ibd file via the "composite" function) `Introduction to the imzml format <https://ms-imaging.org/imzml/>`_
     - MSI data as peak list (tabular file) with the columns named "snr", "mass", "intensity" and "spectrum". The spectrum has to be in the following format: xy_1_1 (for pixel coordinates x1y1). The header must have exactly the four column names.
 
         ::    
Binary file test-data/Example_Processed.ibd has changed
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/Example_Processed.imzML	Sat Mar 04 19:14:04 2023 +0000
@@ -0,0 +1,380 @@
+<?xml version="1.0" encoding="ISO-8859-1"?>
+<mzML xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="http://psi.hupo.org/ms/mzml http://psidev.info/files/ms/mzML/xsd/mzML1.1.0.xsd" xmlns="http://psi.hupo.org/ms/mzml" version="1.1">
+  <cvList count="4">
+    <cv URI="http://ontologies.berkeleybop.org/pato.obo" fullName="Phenotype And Trait Ontology" id="PATO" version="releases/2017-07-10"/>
+    <cv URI="http://ontologies.berkeleybop.org/uo.obo" fullName="Units of Measurement Ontology" id="UO" version="releases/2017-09-25"/>
+    <cv URI="https://raw.githubusercontent.com/hupo-psi/psi-ms-cv/master/psi-ms.obo" fullName="Proteomics Standards Initiative Mass Spectrometry Ontology" id="MS" version="4.1.0"/>
+    <cv URI="https://raw.githubusercontent.com/imzML/imzML/master/imagingMS.obo" fullName="Mass Spectrometry Imaging Ontology" id="IMS" version="1.1.0"/>
+  </cvList>
+  <fileDescription>
+    <fileContent>
+      <cvParam cvRef="MS" accession="MS:1000579" name="MS1 spectrum"/>
+      <cvParam cvRef="MS" accession="MS:1000128" name="profile spectrum"/>
+      <cvParam cvRef="IMS" accession="IMS:1000080" name="universally unique identifier" value="9d501bdc53444916b7e97e795b02c856"/>
+      <cvParam cvRef="IMS" accession="IMS:1000091" name="ibd SHA-1" value="7e8fdb93053915d3edb51b70aa0619ac209964df"/>
+      <cvParam cvRef="IMS" accession="IMS:1000031" name="processed"/>
+    </fileContent>
+    <sourceFileList count="1">
+      <sourceFile id="sf1" location="C:\Users\Thorsten Schramm\Documents\Promotion\imzML\Website\files\Beispiel-Dateien\Example images\" name="Example.raw">
+        <cvParam cvRef="MS" accession="MS:1000563" name="Thermo RAW format"/>
+        <cvParam cvRef="MS" accession="MS:1000768" name="Thermo nativeID format"/>
+        <cvParam cvRef="MS" accession="MS:1000569" name="SHA-1" value="7623BE263B25FF99FDF017154B86FAB742D4BB0B"/>
+      </sourceFile>
+    </sourceFileList>
+    <contact>
+      <cvParam cvRef="MS" accession="MS:1000586" name="contact name" value="Thorsten Schramm"/>
+      <cvParam cvRef="MS" accession="MS:1000590" name="contact affiliation" value="Institut für Anorganische und Analytische Chemie"/>
+      <cvParam cvRef="MS" accession="MS:1000587" name="contact address" value="Schubertstraße 60, Haus 16, Gießen, Germany"/>
+      <cvParam cvRef="MS" accession="MS:1000589" name="contact email" value="thorsten.schramm@anorg.chemie.uni-.giessen.de"/>
+    </contact>
+  </fileDescription>
+  <referenceableParamGroupList count="4">
+    <referenceableParamGroup id="mzArray">
+      <cvParam cvRef="MS" accession="MS:1000576" name="no compression"/>
+      <cvParam cvRef="MS" accession="MS:1000514" name="m/z array" unitCvRef="MS" unitAccession="MS:1000040" unitName="m/z"/>
+      <cvParam cvRef="IMS" accession="IMS:1000101" name="external data" value="true"/>
+      <cvParam cvRef="MS" accession="MS:1000521" name="32-bit float"/>
+    </referenceableParamGroup>
+    <referenceableParamGroup id="intensityArray">
+      <cvParam cvRef="MS" accession="MS:1000576" name="no compression"/>
+      <cvParam cvRef="MS" accession="MS:1000515" name="intensity array" unitCvRef="MS" unitAccession="MS:1000131" unitName="number of detector counts"/>
+      <cvParam cvRef="IMS" accession="IMS:1000101" name="external data" value="true"/>
+      <cvParam cvRef="MS" accession="MS:1000521" name="32-bit float"/>
+    </referenceableParamGroup>
+    <referenceableParamGroup id="scan1">
+      <cvParam cvRef="MS" accession="MS:1000093" name="increasing m/z scan"/>
+      <cvParam cvRef="MS" accession="MS:1000512" name="filter string" value="ITMS - p NSI Full ms [100,00-800,00]"/>
+    </referenceableParamGroup>
+    <referenceableParamGroup id="spectrum1">
+      <cvParam cvRef="MS" accession="MS:1000579" name="MS1 spectrum"/>
+      <cvParam cvRef="MS" accession="MS:1000511" name="ms level" value="0"/>
+      <cvParam cvRef="MS" accession="MS:1000128" name="profile spectrum"/>
+      <cvParam cvRef="MS" accession="MS:1000129" name="negative scan"/>
+    </referenceableParamGroup>
+  </referenceableParamGroupList>
+  <sampleList count="1">
+    <sample id="sample1" name="Sample1">
+      <cvParam cvRef="MS" accession="MS:1000001" name="sample number" value="1"/>
+    </sample>
+  </sampleList>
+  <softwareList count="2">
+    <software id="Xcalibur" version="2.2">
+      <cvParam cvRef="MS" accession="MS:1000532" name="Xcalibur"/>
+    </software>
+    <software id="TMC" version="1.1 beta">
+      <cvParam cvRef="MS" accession="MS:1000799" name="custom unreleased software tool" value=""/>
+    </software>
+  </softwareList>
+  <scanSettingsList count="1">
+    <scanSettings id="scansettings1">
+      <cvParam cvRef="IMS" accession="IMS:1000401" name="top down"/>
+      <cvParam cvRef="IMS" accession="IMS:1000413" name="flyback"/>
+      <cvParam cvRef="IMS" accession="IMS:1000480" name="horizontal line scan"/>
+      <cvParam cvRef="IMS" accession="IMS:1000491" name="linescan left right"/>
+      <cvParam cvRef="IMS" accession="IMS:1000042" name="max count of pixels x" value="3"/>
+      <cvParam cvRef="IMS" accession="IMS:1000043" name="max count of pixels y" value="3"/>
+      <cvParam cvRef="IMS" accession="IMS:1000044" name="max dimension x" value="300" unitCvRef="UO" unitAccession="UO:0000017" unitName="micrometer"/>
+      <cvParam cvRef="IMS" accession="IMS:1000045" name="max dimension y" value="300" unitCvRef="UO" unitAccession="UO:0000017" unitName="micrometer"/>
+      <cvParam cvRef="IMS" accession="IMS:1000046" name="pixel size (x)" value="100.0" unitCvRef="UO" unitAccession="UO:0000017" unitName="micrometer"/>
+      <cvParam cvRef="IMS" accession="IMS:1000047" name="pixel size y" value="100.0" unitCvRef="UO" unitAccession="UO:0000017" unitName="micrometer"/>
+    </scanSettings>
+  </scanSettingsList>
+  <instrumentConfigurationList count="1">
+    <instrumentConfiguration id="LTQFTUltra0">
+      <cvParam cvRef="MS" accession="MS:1000557" name="LTQ FT Ultra"/>
+      <cvParam cvRef="MS" accession="MS:1000529" name="instrument serial number" value="none"/>
+      <componentList count="3">
+        <source order="1">
+          <cvParam cvRef="MS" accession="MS:1000073" name="electrospray ionization"/>
+          <cvParam cvRef="MS" accession="MS:1000485" name="nanospray inlet"/>
+          <cvParam cvRef="MS" accession="MS:1000844" name="focus diameter x" value="10.0"/>
+          <cvParam cvRef="MS" accession="MS:1000845" name="focus diameter y" value="10.0"/>
+          <cvParam cvRef="MS" accession="MS:1000846" name="pulse energy" value="10.0"/>
+          <cvParam cvRef="MS" accession="MS:1000847" name="pulse duration" value="10.0"/>
+          <cvParam cvRef="MS" accession="MS:1000848" name="attenuation" value="50.0"/>
+          <cvParam cvRef="MS" accession="MS:1000850" name="gas laser"/>
+          <cvParam cvRef="MS" accession="MS:1000836" name="dried droplet MALDI matrix preparation"/>
+          <cvParam cvRef="MS" accession="MS:1000835" name="matrix solution concentration" value="10.0"/>
+          <cvParam cvRef="MS" accession="MS:1000834" name="matrix solution" value="DHB"/>
+        </source>
+        <analyzer order="2">
+          <cvParam cvRef="MS" accession="MS:1000264" name="ion trap"/>
+          <cvParam cvRef="MS" accession="MS:1000014" name="accuracy" value="0.0" unitCvRef="MS" unitAccession="MS:1000040" unitName="m/z"/>
+        </analyzer>
+        <detector order="3">
+          <cvParam cvRef="MS" accession="MS:1000253" name="electron multiplier"/>
+          <cvParam cvRef="MS" accession="MS:1000120" name="transient recorder"/>
+        </detector>
+      </componentList>
+      <softwareRef ref="Xcalibur"/>
+    </instrumentConfiguration>
+  </instrumentConfigurationList>
+  <dataProcessingList count="2">
+    <dataProcessing id="XcaliburProcessing">
+      <processingMethod softwareRef="Xcalibur" order="1">
+        <cvParam cvRef="MS" accession="MS:1000594" name="low intensity data point removal"/>
+      </processingMethod>
+    </dataProcessing>
+    <dataProcessing id="TMCConversion">
+      <processingMethod softwareRef="TMC" order="2">
+        <cvParam cvRef="MS" accession="MS:1000544" name="Conversion to mzML"/>
+      </processingMethod>
+    </dataProcessing>
+  </dataProcessingList>
+  <run defaultInstrumentConfigurationRef="LTQFTUltra0" defaultSourceFileRef="sf1" id="Experiment01" sampleRef="sample1" startTimeStamp="2009-08-11T15:59:44">
+    <spectrumList count="9" defaultDataProcessingRef="XcaliburProcessing">
+      <spectrum id="Scan=1" defaultArrayLength="0" dataProcessingRef="XcaliburProcessing" sourceFileRef="sf1" index="0">
+        <referenceableParamGroupRef ref="spectrum1"/>
+        <cvParam cvRef="MS" accession="MS:1000285" name="total ion current" value="121.85039039868471"/>
+        <scanList count="1">
+          <cvParam cvRef="MS" accession="MS:1000795" name="no combination"/>
+          <scan instrumentConfigurationRef="LTQFTUltra0">
+            <referenceableParamGroupRef ref="scan1"/>
+            <cvParam cvRef="IMS" accession="IMS:1000050" name="position x" value="1"/>
+            <cvParam cvRef="IMS" accession="IMS:1000051" name="position y" value="1"/>
+          </scan>
+        </scanList>
+        <binaryDataArrayList count="2">
+          <binaryDataArray encodedLength="0">
+            <referenceableParamGroupRef ref="mzArray"/>
+            <cvParam cvRef="IMS" accession="IMS:1000103" name="external array length" value="8399"/>
+            <cvParam cvRef="IMS" accession="IMS:1000102" name="external offset" value="16"/>
+            <cvParam cvRef="IMS" accession="IMS:1000104" name="external encoded length" value="33596"/>
+            <binary />
+          </binaryDataArray>
+          <binaryDataArray encodedLength="0">
+            <referenceableParamGroupRef ref="intensityArray"/>
+            <cvParam cvRef="IMS" accession="IMS:1000103" name="external array length" value="8399"/>
+            <cvParam cvRef="IMS" accession="IMS:1000102" name="external offset" value="33612"/>
+            <cvParam cvRef="IMS" accession="IMS:1000104" name="external encoded length" value="33596"/>
+            <binary />
+          </binaryDataArray>
+        </binaryDataArrayList>
+      </spectrum>
+      <spectrum id="Scan=2" defaultArrayLength="0" dataProcessingRef="XcaliburProcessing" sourceFileRef="sf1" index="1">
+        <referenceableParamGroupRef ref="spectrum1"/>
+        <cvParam cvRef="MS" accession="MS:1000285" name="total ion current" value="182.31835420101888"/>
+        <scanList count="1">
+          <cvParam cvRef="MS" accession="MS:1000795" name="no combination"/>
+          <scan instrumentConfigurationRef="LTQFTUltra0">
+            <referenceableParamGroupRef ref="scan1"/>
+            <cvParam cvRef="IMS" accession="IMS:1000050" name="position x" value="2"/>
+            <cvParam cvRef="IMS" accession="IMS:1000051" name="position y" value="1"/>
+          </scan>
+        </scanList>
+        <binaryDataArrayList count="2">
+          <binaryDataArray encodedLength="0">
+            <referenceableParamGroupRef ref="mzArray"/>
+            <cvParam cvRef="IMS" accession="IMS:1000103" name="external array length" value="8399"/>
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+            <cvParam cvRef="IMS" accession="IMS:1000104" name="external encoded length" value="33596"/>
+            <binary />
+          </binaryDataArray>
+          <binaryDataArray encodedLength="0">
+            <referenceableParamGroupRef ref="intensityArray"/>
+            <cvParam cvRef="IMS" accession="IMS:1000103" name="external array length" value="8399"/>
+            <cvParam cvRef="IMS" accession="IMS:1000102" name="external offset" value="100804"/>
+            <cvParam cvRef="IMS" accession="IMS:1000104" name="external encoded length" value="33596"/>
+            <binary />
+          </binaryDataArray>
+        </binaryDataArrayList>
+      </spectrum>
+      <spectrum id="Scan=3" defaultArrayLength="0" dataProcessingRef="XcaliburProcessing" sourceFileRef="sf1" index="2">
+        <referenceableParamGroupRef ref="spectrum1"/>
+        <cvParam cvRef="MS" accession="MS:1000285" name="total ion current" value="161.8091904482675"/>
+        <scanList count="1">
+          <cvParam cvRef="MS" accession="MS:1000795" name="no combination"/>
+          <scan instrumentConfigurationRef="LTQFTUltra0">
+            <referenceableParamGroupRef ref="scan1"/>
+            <cvParam cvRef="IMS" accession="IMS:1000050" name="position x" value="3"/>
+            <cvParam cvRef="IMS" accession="IMS:1000051" name="position y" value="1"/>
+          </scan>
+        </scanList>
+        <binaryDataArrayList count="2">
+          <binaryDataArray encodedLength="0">
+            <referenceableParamGroupRef ref="mzArray"/>
+            <cvParam cvRef="IMS" accession="IMS:1000103" name="external array length" value="8399"/>
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+            <cvParam cvRef="IMS" accession="IMS:1000104" name="external encoded length" value="33596"/>
+            <binary />
+          </binaryDataArray>
+          <binaryDataArray encodedLength="0">
+            <referenceableParamGroupRef ref="intensityArray"/>
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+            <cvParam cvRef="IMS" accession="IMS:1000104" name="external encoded length" value="33596"/>
+            <binary />
+          </binaryDataArray>
+        </binaryDataArrayList>
+      </spectrum>
+      <spectrum id="Scan=4" defaultArrayLength="0" dataProcessingRef="XcaliburProcessing" sourceFileRef="sf1" index="3">
+        <referenceableParamGroupRef ref="spectrum1"/>
+        <cvParam cvRef="MS" accession="MS:1000285" name="total ion current" value="200.9633277092539"/>
+        <scanList count="1">
+          <cvParam cvRef="MS" accession="MS:1000795" name="no combination"/>
+          <scan instrumentConfigurationRef="LTQFTUltra0">
+            <referenceableParamGroupRef ref="scan1"/>
+            <cvParam cvRef="IMS" accession="IMS:1000050" name="position x" value="1"/>
+            <cvParam cvRef="IMS" accession="IMS:1000051" name="position y" value="2"/>
+          </scan>
+        </scanList>
+        <binaryDataArrayList count="2">
+          <binaryDataArray encodedLength="0">
+            <referenceableParamGroupRef ref="mzArray"/>
+            <cvParam cvRef="IMS" accession="IMS:1000103" name="external array length" value="8399"/>
+            <cvParam cvRef="IMS" accession="IMS:1000102" name="external offset" value="201592"/>
+            <cvParam cvRef="IMS" accession="IMS:1000104" name="external encoded length" value="33596"/>
+            <binary />
+          </binaryDataArray>
+          <binaryDataArray encodedLength="0">
+            <referenceableParamGroupRef ref="intensityArray"/>
+            <cvParam cvRef="IMS" accession="IMS:1000103" name="external array length" value="8399"/>
+            <cvParam cvRef="IMS" accession="IMS:1000102" name="external offset" value="235188"/>
+            <cvParam cvRef="IMS" accession="IMS:1000104" name="external encoded length" value="33596"/>
+            <binary />
+          </binaryDataArray>
+        </binaryDataArrayList>
+      </spectrum>
+      <spectrum id="Scan=5" defaultArrayLength="0" dataProcessingRef="XcaliburProcessing" sourceFileRef="sf1" index="4">
+        <referenceableParamGroupRef ref="spectrum1"/>
+        <cvParam cvRef="MS" accession="MS:1000285" name="total ion current" value="135.30584173158496"/>
+        <scanList count="1">
+          <cvParam cvRef="MS" accession="MS:1000795" name="no combination"/>
+          <scan instrumentConfigurationRef="LTQFTUltra0">
+            <referenceableParamGroupRef ref="scan1"/>
+            <cvParam cvRef="IMS" accession="IMS:1000050" name="position x" value="2"/>
+            <cvParam cvRef="IMS" accession="IMS:1000051" name="position y" value="2"/>
+          </scan>
+        </scanList>
+        <binaryDataArrayList count="2">
+          <binaryDataArray encodedLength="0">
+            <referenceableParamGroupRef ref="mzArray"/>
+            <cvParam cvRef="IMS" accession="IMS:1000103" name="external array length" value="8399"/>
+            <cvParam cvRef="IMS" accession="IMS:1000102" name="external offset" value="268784"/>
+            <cvParam cvRef="IMS" accession="IMS:1000104" name="external encoded length" value="33596"/>
+            <binary />
+          </binaryDataArray>
+          <binaryDataArray encodedLength="0">
+            <referenceableParamGroupRef ref="intensityArray"/>
+            <cvParam cvRef="IMS" accession="IMS:1000103" name="external array length" value="8399"/>
+            <cvParam cvRef="IMS" accession="IMS:1000102" name="external offset" value="302380"/>
+            <cvParam cvRef="IMS" accession="IMS:1000104" name="external encoded length" value="33596"/>
+            <binary />
+          </binaryDataArray>
+        </binaryDataArrayList>
+      </spectrum>
+      <spectrum id="Scan=6" defaultArrayLength="0" dataProcessingRef="XcaliburProcessing" sourceFileRef="sf1" index="5">
+        <referenceableParamGroupRef ref="spectrum1"/>
+        <cvParam cvRef="MS" accession="MS:1000285" name="total ion current" value="108.39597418421639"/>
+        <scanList count="1">
+          <cvParam cvRef="MS" accession="MS:1000795" name="no combination"/>
+          <scan instrumentConfigurationRef="LTQFTUltra0">
+            <referenceableParamGroupRef ref="scan1"/>
+            <cvParam cvRef="IMS" accession="IMS:1000050" name="position x" value="3"/>
+            <cvParam cvRef="IMS" accession="IMS:1000051" name="position y" value="2"/>
+          </scan>
+        </scanList>
+        <binaryDataArrayList count="2">
+          <binaryDataArray encodedLength="0">
+            <referenceableParamGroupRef ref="mzArray"/>
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--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/int4.tabular	Sat Mar 04 19:14:04 2023 +0000
@@ -0,0 +1,408 @@
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--- a/test-data/masspeaks3.tabular	Thu Apr 16 17:53:18 2020 -0400
+++ b/test-data/masspeaks3.tabular	Sat Mar 04 19:14:04 2023 +0000
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--- a/test-data/masspeaks4.tabular	Thu Apr 16 17:53:18 2020 -0400
+++ b/test-data/masspeaks4.tabular	Sat Mar 04 19:14:04 2023 +0000
@@ -1,1862 +1,1083 @@
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+NA	1296.54089355469	2.75568413734436	xy_1_3
+NA	1297.56005859375	2.59821653366089	xy_1_3
+NA	1298.53125	2.04707980155945	xy_1_3
+NA	1314.54272460938	0	xy_1_3
+NA	1332.51330566406	1.96834588050842	xy_1_3
+NA	1333.48498535156	0	xy_1_3
+NA	1347.60522460938	2.20454740524292	xy_1_3
+NA	1348.55407714844	2.20454740524292	xy_1_3
+NA	1354.47863769531	2.04707980155945	xy_1_3
Binary file test-data/msidata_1.RData has changed
Binary file test-data/peak_detection2.ibd has changed
--- a/test-data/peak_detection2.imzml	Thu Apr 16 17:53:18 2020 -0400
+++ b/test-data/peak_detection2.imzml	Sat Mar 04 19:14:04 2023 +0000
@@ -8,14 +8,14 @@
  <fileDescription>
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+  <software id="MALDIquantForeign" version="0.13"/>
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  <referenceableParamGroupList count="2">
   <referenceableParamGroup id="mzArray">
--- a/test-data/peak_detection2.imzml.txt	Thu Apr 16 17:53:18 2020 -0400
+++ b/test-data/peak_detection2.imzml.txt	Sat Mar 04 19:14:04 2023 +0000
@@ -1,4 +1,4 @@
 imzML file:
 total 24
--rw-r--r-- 1 meli meli   320 Feb 14 18:44 ibd
--rw-r--r-- 1 meli meli 19244 Feb 14 18:44 imzml
+-rw-rw-r-- 1 meli meli   320 Mar  3 22:08 ibd
+-rw-rw-r-- 1 meli meli 19242 Mar  3 22:08 imzml
Binary file test-data/peak_detection3.ibd has changed
--- a/test-data/peak_detection3.imzml	Thu Apr 16 17:53:18 2020 -0400
+++ b/test-data/peak_detection3.imzml	Sat Mar 04 19:14:04 2023 +0000
@@ -8,19 +8,19 @@
  <fileDescription>
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@@ -276,25 +276,25 @@
     <binaryDataArrayList count="2">
      <binaryDataArray encodedLength="0">
       <referenceableParamGroupRef ref="mzArray"/>
-      <cvParam cvRef="IMS" accession="IMS:1000102" name="external offset" value="3792"/>
-      <cvParam cvRef="IMS" accession="IMS:1000103" name="external array length" value="33"/>
-      <cvParam cvRef="IMS" accession="IMS:1000104" name="external encoded length" value="264"/>
+      <cvParam cvRef="IMS" accession="IMS:1000102" name="external offset" value="1472"/>
+      <cvParam cvRef="IMS" accession="IMS:1000103" name="external array length" value="17"/>
+      <cvParam cvRef="IMS" accession="IMS:1000104" name="external encoded length" value="136"/>
       <binary/>
      </binaryDataArray>
      <binaryDataArray encodedLength="0">
       <referenceableParamGroupRef ref="intensityArray"/>
-      <cvParam cvRef="IMS" accession="IMS:1000102" name="external offset" value="4056"/>
-      <cvParam cvRef="IMS" accession="IMS:1000103" name="external array length" value="33"/>
-      <cvParam cvRef="IMS" accession="IMS:1000104" name="external encoded length" value="264"/>
+      <cvParam cvRef="IMS" accession="IMS:1000102" name="external offset" value="1608"/>
+      <cvParam cvRef="IMS" accession="IMS:1000103" name="external array length" value="17"/>
+      <cvParam cvRef="IMS" accession="IMS:1000104" name="external encoded length" value="136"/>
       <binary/>
      </binaryDataArray>
     </binaryDataArrayList>
    </spectrum>
-   <spectrum index="8" id="Spectrum=9" defaultArrayLength="28">
+   <spectrum index="8" id="Spectrum=9" defaultArrayLength="14">
     <cvParam cvRef="MS" accession="MS:1000511" name="ms level" value="0"/>
     <cvParam cvRef="MS" accession="MS:1000294" name="mass spectrum"/>
-    <cvParam cvRef="MS" accession="MS:1000528" name="lowest observed m/z" value="328.937515258789" unitCvRef="MS" unitAccession="MS:1000040" unitName="m/z"/>
-    <cvParam cvRef="MS" accession="MS:1000527" name="highest observed m/z" value="396.916674804687" unitCvRef="MS" unitAccession="MS:1000040" unitName="m/z"/>
+    <cvParam cvRef="MS" accession="MS:1000528" name="lowest observed m/z" value="304" unitCvRef="MS" unitAccession="MS:1000040" unitName="m/z"/>
+    <cvParam cvRef="MS" accession="MS:1000527" name="highest observed m/z" value="394.833343505859" unitCvRef="MS" unitAccession="MS:1000040" unitName="m/z"/>
     <cvParam cvRef="MS" accession="MS:1000127" name="centroid spectrum"/>
     <scanList count="1">
      <scan>
@@ -305,16 +305,16 @@
     <binaryDataArrayList count="2">
      <binaryDataArray encodedLength="0">
       <referenceableParamGroupRef ref="mzArray"/>
-      <cvParam cvRef="IMS" accession="IMS:1000102" name="external offset" value="4320"/>
-      <cvParam cvRef="IMS" accession="IMS:1000103" name="external array length" value="28"/>
-      <cvParam cvRef="IMS" accession="IMS:1000104" name="external encoded length" value="224"/>
+      <cvParam cvRef="IMS" accession="IMS:1000102" name="external offset" value="1744"/>
+      <cvParam cvRef="IMS" accession="IMS:1000103" name="external array length" value="14"/>
+      <cvParam cvRef="IMS" accession="IMS:1000104" name="external encoded length" value="112"/>
       <binary/>
      </binaryDataArray>
      <binaryDataArray encodedLength="0">
       <referenceableParamGroupRef ref="intensityArray"/>
-      <cvParam cvRef="IMS" accession="IMS:1000102" name="external offset" value="4544"/>
-      <cvParam cvRef="IMS" accession="IMS:1000103" name="external array length" value="28"/>
-      <cvParam cvRef="IMS" accession="IMS:1000104" name="external encoded length" value="224"/>
+      <cvParam cvRef="IMS" accession="IMS:1000102" name="external offset" value="1856"/>
+      <cvParam cvRef="IMS" accession="IMS:1000103" name="external array length" value="14"/>
+      <cvParam cvRef="IMS" accession="IMS:1000104" name="external encoded length" value="112"/>
       <binary/>
      </binaryDataArray>
     </binaryDataArrayList>
--- a/test-data/peak_detection3.imzml.txt	Thu Apr 16 17:53:18 2020 -0400
+++ b/test-data/peak_detection3.imzml.txt	Sat Mar 04 19:14:04 2023 +0000
@@ -1,4 +1,4 @@
 imzML file:
-total 28
--rw-r--r-- 1 meli meli  4768 Feb 14 18:44 ibd
--rw-r--r-- 1 meli meli 19627 Feb 14 18:44 imzml
+total 24
+-rw-rw-r-- 1 meli meli  1968 Mar  3 23:22 ibd
+-rw-rw-r-- 1 meli meli 19536 Mar  3 23:22 imzml
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/peak_detection3.imzml.txt.html	Sat Mar 04 19:14:04 2023 +0000
@@ -0,0 +1,4 @@
+imzML file:
+total 24
+-rw-rw-r-- 1 meli meli   192 Mar  3 22:33 ibd
+-rw-rw-r-- 1 meli meli 19501 Mar  3 22:33 imzml
Binary file test-data/peak_detection4.ibd has changed
--- a/test-data/peak_detection4.imzml	Thu Apr 16 17:53:18 2020 -0400
+++ b/test-data/peak_detection4.imzml	Sat Mar 04 19:14:04 2023 +0000
@@ -8,14 +8,19 @@
  <fileDescription>
   <fileContent>
    <cvParam cvRef="MS" accession="MS:1000579" name="MS1 spectrum"/>
-   <cvParam cvRef="IMS" accession="IMS:1000080" name="universally unique identifier" value="{a9ea11c4-975e-4f4a-a174-906e8cf0bb77}"/>
-   <cvParam cvRef="IMS" accession="IMS:1000091" name="ibd SHA-1" value="7022792264dc3f66251f22bebb634de68cb6a9fc"/>
+   <cvParam cvRef="IMS" accession="IMS:1000080" name="universally unique identifier" value="{6c184702-d208-46d8-95e2-fafc3824c820}"/>
+   <cvParam cvRef="IMS" accession="IMS:1000091" name="ibd SHA-1" value="081e20966560412d72c8a619a33b621db427a318"/>
    <cvParam cvRef="IMS" accession="IMS:1000031" name="processed"/>
    <userParam name="MALDIquantForeign" value="MALDIquant object(s) exported to mzML"/>
   </fileContent>
+  <sourceFileList count="1">
+   <sourceFile id="SF1" location="/tmp/tmp7arrd4fa/job_working_directory/000/15/working" name="infile.imzML">
+    <cvParam cvRef="MS" accession="MS:1000569" name="SHA-1" value="f882fe6dd21b5f206c5e7bdccd1e49d07ef3120a"/>
+   </sourceFile>
+  </sourceFileList>
  </fileDescription>
  <softwareList count="1">
-  <software id="MALDIquantForeign" version="0.11.5"/>
+  <software id="MALDIquantForeign" version="0.13"/>
  </softwareList>
  <referenceableParamGroupList count="2">
   <referenceableParamGroup id="mzArray">
@@ -33,9 +38,9 @@
  </referenceableParamGroupList>
  <scanSettingsList count="1">
   <scanSettings id="scansetting1">
-   <cvParam cvRef="IMS" accession="IMS:1000042" name="max count of pixel x" value="13"/>
+   <cvParam cvRef="IMS" accession="IMS:1000042" name="max count of pixel x" value="3"/>
    <cvParam cvRef="IMS" accession="IMS:1000043" name="max count of pixel y" value="3"/>
-   <cvParam cvRef="IMS" accession="IMS:1000044" name="max dimension x" value="1300" unitCvRef="UO" unitAccession="UO:0000017" unitName="micrometer"/>
+   <cvParam cvRef="IMS" accession="IMS:1000044" name="max dimension x" value="300" unitCvRef="UO" unitAccession="UO:0000017" unitName="micrometer"/>
    <cvParam cvRef="IMS" accession="IMS:1000045" name="max dimension y" value="300" unitCvRef="UO" unitAccession="UO:0000017" unitName="micrometer"/>
    <cvParam cvRef="IMS" accession="IMS:1000046" name="pixel size x" value="100" unitCvRef="UO" unitAccession="UO:0000017" unitName="micrometer"/>
    <cvParam cvRef="IMS" accession="IMS:1000047" name="pixel size y" value="100" unitCvRef="UO" unitAccession="UO:0000017" unitName="micrometer"/>
@@ -52,12 +57,12 @@
   </dataProcessing>
  </dataProcessingList>
  <run id="run0" defaultInstrumentConfigurationRef="IC0">
-  <spectrumList count="24" defaultDataProcessingRef="export">
-   <spectrum index="0" id="scan=0" defaultArrayLength="90">
-    <cvParam cvRef="MS" accession="MS:1000511" name="ms level" value="1"/>
+  <spectrumList count="9" defaultDataProcessingRef="export">
+   <spectrum index="0" id="Scan=1" defaultArrayLength="78">
+    <cvParam cvRef="MS" accession="MS:1000511" name="ms level" value="0"/>
     <cvParam cvRef="MS" accession="MS:1000294" name="mass spectrum"/>
-    <cvParam cvRef="MS" accession="MS:1000528" name="lowest observed m/z" value="900.470520019531" unitCvRef="MS" unitAccession="MS:1000040" unitName="m/z"/>
-    <cvParam cvRef="MS" accession="MS:1000527" name="highest observed m/z" value="999.455810546875" unitCvRef="MS" unitAccession="MS:1000040" unitName="m/z"/>
+    <cvParam cvRef="MS" accession="MS:1000528" name="lowest observed m/z" value="107.972220526801" unitCvRef="MS" unitAccession="MS:1000040" unitName="m/z"/>
+    <cvParam cvRef="MS" accession="MS:1000527" name="highest observed m/z" value="771.208343505859" unitCvRef="MS" unitAccession="MS:1000040" unitName="m/z"/>
     <cvParam cvRef="MS" accession="MS:1000127" name="centroid spectrum"/>
     <scanList count="1">
      <scan>
@@ -69,24 +74,24 @@
      <binaryDataArray encodedLength="0">
       <referenceableParamGroupRef ref="mzArray"/>
       <cvParam cvRef="IMS" accession="IMS:1000102" name="external offset" value="16"/>
-      <cvParam cvRef="IMS" accession="IMS:1000103" name="external array length" value="90"/>
-      <cvParam cvRef="IMS" accession="IMS:1000104" name="external encoded length" value="720"/>
+      <cvParam cvRef="IMS" accession="IMS:1000103" name="external array length" value="78"/>
+      <cvParam cvRef="IMS" accession="IMS:1000104" name="external encoded length" value="624"/>
       <binary/>
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      <binaryDataArray encodedLength="0">
       <referenceableParamGroupRef ref="intensityArray"/>
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-      <cvParam cvRef="IMS" accession="IMS:1000103" name="external array length" value="90"/>
-      <cvParam cvRef="IMS" accession="IMS:1000104" name="external encoded length" value="720"/>
+      <cvParam cvRef="IMS" accession="IMS:1000102" name="external offset" value="640"/>
+      <cvParam cvRef="IMS" accession="IMS:1000103" name="external array length" value="78"/>
+      <cvParam cvRef="IMS" accession="IMS:1000104" name="external encoded length" value="624"/>
       <binary/>
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    </spectrum>
-   <spectrum index="1" id="scan=1" defaultArrayLength="70">
-    <cvParam cvRef="MS" accession="MS:1000511" name="ms level" value="1"/>
+   <spectrum index="1" id="Scan=2" defaultArrayLength="133">
+    <cvParam cvRef="MS" accession="MS:1000511" name="ms level" value="0"/>
     <cvParam cvRef="MS" accession="MS:1000294" name="mass spectrum"/>
-    <cvParam cvRef="MS" accession="MS:1000528" name="lowest observed m/z" value="900.434692382812" unitCvRef="MS" unitAccession="MS:1000040" unitName="m/z"/>
-    <cvParam cvRef="MS" accession="MS:1000527" name="highest observed m/z" value="999.267028808594" unitCvRef="MS" unitAccession="MS:1000040" unitName="m/z"/>
+    <cvParam cvRef="MS" accession="MS:1000528" name="lowest observed m/z" value="107.972220526801" unitCvRef="MS" unitAccession="MS:1000040" unitName="m/z"/>
+    <cvParam cvRef="MS" accession="MS:1000527" name="highest observed m/z" value="799.666687011719" unitCvRef="MS" unitAccession="MS:1000040" unitName="m/z"/>
     <cvParam cvRef="MS" accession="MS:1000127" name="centroid spectrum"/>
     <scanList count="1">
      <scan>
@@ -97,25 +102,25 @@
     <binaryDataArrayList count="2">
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       <referenceableParamGroupRef ref="mzArray"/>
-      <cvParam cvRef="IMS" accession="IMS:1000102" name="external offset" value="1456"/>
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-      <cvParam cvRef="IMS" accession="IMS:1000104" name="external encoded length" value="560"/>
+      <cvParam cvRef="IMS" accession="IMS:1000102" name="external offset" value="1264"/>
+      <cvParam cvRef="IMS" accession="IMS:1000103" name="external array length" value="133"/>
+      <cvParam cvRef="IMS" accession="IMS:1000104" name="external encoded length" value="1064"/>
       <binary/>
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      <binaryDataArray encodedLength="0">
       <referenceableParamGroupRef ref="intensityArray"/>
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-      <cvParam cvRef="IMS" accession="IMS:1000104" name="external encoded length" value="560"/>
+      <cvParam cvRef="IMS" accession="IMS:1000102" name="external offset" value="2328"/>
+      <cvParam cvRef="IMS" accession="IMS:1000103" name="external array length" value="133"/>
+      <cvParam cvRef="IMS" accession="IMS:1000104" name="external encoded length" value="1064"/>
       <binary/>
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     </binaryDataArrayList>
    </spectrum>
-   <spectrum index="2" id="scan=2" defaultArrayLength="89">
-    <cvParam cvRef="MS" accession="MS:1000511" name="ms level" value="1"/>
+   <spectrum index="2" id="Scan=3" defaultArrayLength="130">
+    <cvParam cvRef="MS" accession="MS:1000511" name="ms level" value="0"/>
     <cvParam cvRef="MS" accession="MS:1000294" name="mass spectrum"/>
-    <cvParam cvRef="MS" accession="MS:1000528" name="lowest observed m/z" value="900.434692382812" unitCvRef="MS" unitAccession="MS:1000040" unitName="m/z"/>
-    <cvParam cvRef="MS" accession="MS:1000527" name="highest observed m/z" value="999.418090820312" unitCvRef="MS" unitAccession="MS:1000040" unitName="m/z"/>
+    <cvParam cvRef="MS" accession="MS:1000528" name="lowest observed m/z" value="100.979166030884" unitCvRef="MS" unitAccession="MS:1000040" unitName="m/z"/>
+    <cvParam cvRef="MS" accession="MS:1000527" name="highest observed m/z" value="794.750020345052" unitCvRef="MS" unitAccession="MS:1000040" unitName="m/z"/>
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@@ -126,54 +131,25 @@
     <binaryDataArrayList count="2">
      <binaryDataArray encodedLength="0">
       <referenceableParamGroupRef ref="mzArray"/>
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-      <cvParam cvRef="IMS" accession="IMS:1000103" name="external array length" value="89"/>
-      <cvParam cvRef="IMS" accession="IMS:1000104" name="external encoded length" value="712"/>
+      <cvParam cvRef="IMS" accession="IMS:1000102" name="external offset" value="3392"/>
+      <cvParam cvRef="IMS" accession="IMS:1000103" name="external array length" value="130"/>
+      <cvParam cvRef="IMS" accession="IMS:1000104" name="external encoded length" value="1040"/>
       <binary/>
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      <binaryDataArray encodedLength="0">
       <referenceableParamGroupRef ref="intensityArray"/>
-      <cvParam cvRef="IMS" accession="IMS:1000102" name="external offset" value="3288"/>
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-      <cvParam cvRef="IMS" accession="IMS:1000104" name="external encoded length" value="712"/>
+      <cvParam cvRef="IMS" accession="IMS:1000102" name="external offset" value="4432"/>
+      <cvParam cvRef="IMS" accession="IMS:1000103" name="external array length" value="130"/>
+      <cvParam cvRef="IMS" accession="IMS:1000104" name="external encoded length" value="1040"/>
       <binary/>
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    </spectrum>
-   <spectrum index="3" id="scan=3" defaultArrayLength="89">
-    <cvParam cvRef="MS" accession="MS:1000511" name="ms level" value="1"/>
+   <spectrum index="3" id="Scan=4" defaultArrayLength="130">
+    <cvParam cvRef="MS" accession="MS:1000511" name="ms level" value="0"/>
     <cvParam cvRef="MS" accession="MS:1000294" name="mass spectrum"/>
-    <cvParam cvRef="MS" accession="MS:1000528" name="lowest observed m/z" value="900.434692382812" unitCvRef="MS" unitAccession="MS:1000040" unitName="m/z"/>
-    <cvParam cvRef="MS" accession="MS:1000527" name="highest observed m/z" value="999.455810546875" unitCvRef="MS" unitAccession="MS:1000040" unitName="m/z"/>
-    <cvParam cvRef="MS" accession="MS:1000127" name="centroid spectrum"/>
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-      <cvParam cvRef="IMS" accession="IMS:1000051" name="position y" value="1"/>
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-    <binaryDataArrayList count="2">
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-    <cvParam cvRef="MS" accession="MS:1000527" name="highest observed m/z" value="999.342529296875" unitCvRef="MS" unitAccession="MS:1000040" unitName="m/z"/>
+    <cvParam cvRef="MS" accession="MS:1000528" name="lowest observed m/z" value="100.979166030884" unitCvRef="MS" unitAccession="MS:1000040" unitName="m/z"/>
+    <cvParam cvRef="MS" accession="MS:1000527" name="highest observed m/z" value="794.750020345052" unitCvRef="MS" unitAccession="MS:1000040" unitName="m/z"/>
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@@ -184,25 +160,25 @@
     <binaryDataArrayList count="2">
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-      <cvParam cvRef="IMS" accession="IMS:1000104" name="external encoded length" value="600"/>
+      <cvParam cvRef="IMS" accession="IMS:1000102" name="external offset" value="5472"/>
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-      <cvParam cvRef="IMS" accession="IMS:1000104" name="external encoded length" value="600"/>
+      <cvParam cvRef="IMS" accession="IMS:1000102" name="external offset" value="6512"/>
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+      <cvParam cvRef="IMS" accession="IMS:1000104" name="external encoded length" value="1040"/>
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-   <spectrum index="5" id="scan=5" defaultArrayLength="84">
-    <cvParam cvRef="MS" accession="MS:1000511" name="ms level" value="1"/>
+   <spectrum index="4" id="Scan=5" defaultArrayLength="118">
+    <cvParam cvRef="MS" accession="MS:1000511" name="ms level" value="0"/>
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-    <cvParam cvRef="MS" accession="MS:1000527" name="highest observed m/z" value="999.418090820312" unitCvRef="MS" unitAccession="MS:1000040" unitName="m/z"/>
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@@ -213,25 +189,25 @@
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+      <cvParam cvRef="IMS" accession="IMS:1000104" name="external encoded length" value="944"/>
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-   <spectrum index="6" id="scan=6" defaultArrayLength="82">
-    <cvParam cvRef="MS" accession="MS:1000511" name="ms level" value="1"/>
+   <spectrum index="5" id="Scan=6" defaultArrayLength="96">
+    <cvParam cvRef="MS" accession="MS:1000511" name="ms level" value="0"/>
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--- a/test-data/peak_detection4.imzml.txt	Thu Apr 16 17:53:18 2020 -0400
+++ b/test-data/peak_detection4.imzml.txt	Sat Mar 04 19:14:04 2023 +0000
@@ -1,4 +1,4 @@
 imzML file:
-total 80
--rw-r--r-- 1 meli meli 29792 Feb 14 18:45 ibd
--rw-r--r-- 1 meli meli 45290 Feb 14 18:45 imzml
+total 40
+-rw-rw-r-- 1 meli meli 17328 Mar  3 23:28 ibd
+-rw-rw-r-- 1 meli meli 19635 Mar  3 23:28 imzml
Binary file test-data/peak_detection5.ibd has changed
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/peak_detection5.imzml	Sat Mar 04 19:14:04 2023 +0000
@@ -0,0 +1,150 @@
+<?xml version="1.0" encoding="utf-8"?>
+<mzML xmlns="http://psi.hupo.org/ms/mzml" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="http://psi.hupo.org/ms/mzml http://psidev.info/files/ms/mzML/xsd/mzML1.1.0.xsd" id="out" version="1.1.0">
+ <cvList count="2">
+  <cv id="MS" fullName="Proteomics Standards Initiative Mass Spectrometry Ontology" version="3.44.0" URI="http://psidev.cvs.sourceforge.net/*checkout*/psidev/psi/psi-ms/mzML/controlledVocabulary/psi-ms.obo"/>
+  <cv id="UO" fullName="Unit Ontology" version="12:10:2012" URI="http://obo.cvs.sourceforge.net/*checkout*/obo/obo/ontology/phenotype/unit.obo"/>
+  <cv id="IMS" fullName="Imaging MS Ontology" version="0.9.1" URI="http://www.maldi-msi.org/download/imzml/imagingMS.obo"/>
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+ <instrumentConfigurationList count="1">
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+ <dataProcessingList count="1">
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+   <processingMethod order="1" softwareRef="MALDIquantForeign">
+    <userParam name="MALDIquant object(s) exported to mzML" value=""/>
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+ </dataProcessingList>
+ <run id="run0" defaultInstrumentConfigurationRef="IC0">
+  <spectrumList count="3" defaultDataProcessingRef="export">
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+      <cvParam cvRef="IMS" accession="IMS:1000104" name="external encoded length" value="288"/>
+      <binary/>
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+   </spectrum>
+   <spectrum index="2" id="Spectrum=7" defaultArrayLength="36">
+    <cvParam cvRef="MS" accession="MS:1000511" name="ms level" value="0"/>
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+    <cvParam cvRef="MS" accession="MS:1000528" name="lowest observed m/z" value="1199.57592773438" unitCvRef="MS" unitAccession="MS:1000040" unitName="m/z"/>
+    <cvParam cvRef="MS" accession="MS:1000527" name="highest observed m/z" value="1354.47863769531" unitCvRef="MS" unitAccession="MS:1000040" unitName="m/z"/>
+    <cvParam cvRef="MS" accession="MS:1000127" name="centroid spectrum"/>
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+      <cvParam cvRef="IMS" accession="IMS:1000050" name="position x" value="1"/>
+      <cvParam cvRef="IMS" accession="IMS:1000051" name="position y" value="3"/>
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+    </scanList>
+    <binaryDataArrayList count="2">
+     <binaryDataArray encodedLength="0">
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+      <cvParam cvRef="IMS" accession="IMS:1000102" name="external offset" value="1168"/>
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+      <binary/>
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+   </spectrum>
+  </spectrumList>
+ </run>
+</mzML>
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/peak_detection5.imzml.txt	Sat Mar 04 19:14:04 2023 +0000
@@ -0,0 +1,4 @@
+imzML file:
+total 16
+-rw-rw-r-- 1 meli meli 1744 Mar  4 18:10 ibd
+-rw-rw-r-- 1 meli meli 9244 Mar  4 18:10 imzml
Binary file test-data/peakdetection1_QC.pdf has changed
Binary file test-data/peakdetection2_QC.pdf has changed
Binary file test-data/peakdetection3_QC.pdf has changed
Binary file test-data/peakdetection4_QC.pdf has changed
Binary file test-data/peakdetection5_QC.pdf has changed
Binary file test-data/preprocessing_results3.ibd has changed
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/preprocessing_results3.imzML	Sat Mar 04 19:14:04 2023 +0000
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Binary file test-data/testfile_squares.rdata has changed